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Estimation of Errors

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Topics

Estimated time: 16 minutes
  • Introduction
  • Formula: Arithmetic Mean
  • Formula: Absolute Error
  • Formula: Mean Absolute Error
  • Formula: Relative Error
  • Formula: Percentage Error
  • Flowchart
  • Activity
  • Example
Maharashtra State Board: Class 11

Introduction

When you measure the same quantity multiple times—such as the diameter of a cylinder—small variations occur. Quantifying these variations helps assess the reliability of your measurement. 

CBSE: Class 12
Maharashtra State Board: Class 11

Formula: Arithmetic Mean

The best estimate (mean) of repeated readings: 

\[\mathrm{mean~}a=\frac{a_1+a_2+\cdots+a_n}{n}\]

CBSE: Class 12
Maharashtra State Board: Class 11

Formula: Absolute Error

How far each reading is from the mean:

\[\Delta a_i=
\begin{vmatrix}
a-a_i
\end{vmatrix}\]

CBSE: Class 12
Maharashtra State Board: Class 11

Formula: Mean Absolute Error

Average error over all readings:

\[\Delta a_{\mathrm{mean}}=\frac{\sum_{i=1}^n\Delta a_i}{n}\]

CBSE: Class 12
Maharashtra State Board: Class 11

Formula: Relative Error

How big the error is, compared to the mean value (no units):

Relative Error: \[\frac {Δa_{mean}}{a}\]

CBSE: Class 12
Maharashtra State Board: Class 11

Formula: Percentage Error

The relative error as a percent: 

Percemtage Error: \[\frac{\Delta a_{\mathrm{mean}}}{a}\times100\%\]

Maharashtra State Board: Class 11

Flowchart: Error Analysis Process

Maharashtra State Board: Class 11

Measuring a Cylinder's Diameter

Aim: Measure the external diameter (the outside width) of the cylinder. 

Required Equipment: 

Object: A hollow cylinder (like a pipe or a tube). 

Tool: A Vernier calliper. Think of this as a very precise ruler that can measure tiny fractions of a centimetre. This specific tool can measure down to a detail of 0.01 cm (this is called the least count). 

Procedure: 

Step 1: Taking the Measurements 

  • You must measure the width of the cylinder in three different places.
  • Why? Because the cylinder might not be perfectly round or the measurement might change slightly depending on where you measure it. Taking three readings helps make sure your final result is reliable. 

Step 2: Finding the Average Width (Mean Diameter) 

  • Once you have your three measurements, you need to calculate the mean diameter.
  • In simple terms: This means you add up your three measurements and then divide that total by three. This gives you the best estimated single value for the cylinder's width. 

Step 3: Figuring Out the Reliability (Error Calculations) 

After finding the average width, you need to calculate how accurate that average measurement is. This is done using two key error calculations: 

Conclusion:

  • Absolute Mean Error: This calculation tells you, on average, how much your individual measurements were different from the final average width (the mean diameter). A smaller number here means your measurements were very consistent.
  • Percentage Error: This calculation shows the error as a percentage of the total diameter. This is the easiest way to see how precise your overall measurement was. For example, an error of 1% means your measurement is very precise, whereas an error of 10% would mean it is not very precise. 
Maharashtra State Board: Class 11

Example

A sphere’s radius is measured five times: 5.63 m, 5.54 m, 5.44 m, 5.40 m, 5.35 m. 

Reading ai 5.63 5.54 5.44 5.40 5.35
Δai 0.158 0.068 0.032 0.072 0.122
  • Arithmetic mean:
    \[a_\mathrm{mean}=\frac{5.63+5.54+5.44+5.40+5.35}{5}=5.472\mathrm{m}\]

  • Mean absolute error:
    \[\Delta a_{\mathrm{mean}}=\frac{0.158+0.068+0.032+0.072+0.122}{5}=0.0904\mathrm{m}\]

  • Relative error:
    \[\frac{0.0904}{5.472}=0.0165(\approx0.017)\]

  • Percentage error:
    0.0165 × 100 = 1.65%

CBSE: Class 12

Definition: Absolute Error

The magnitude of the difference between the true value and the measured value of a quantity is called absolute error.

CBSE: Class 12

Definition: Mean Absolute Error

The arithmetic mean of the magnitudes of absolute errors in all the measurements of a quantity is called the mean absolute error.

CBSE: Class 12

Definition: Relative Error (Fractional Error)

The ratio of the mean absolute error to the mean value of the quantity measured is called relative error or fractional error.

CBSE: Class 12

Definition: Percentage Error

When the relative/fractional error is expressed in percentage, it is called percentage error.

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